Rainfall in Madhya Pradesh for each month from 1900-2017

Dataset statistics

Number of variables	19
Number of observations	351
Missing cells	3
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	52.2 KiB
Average record size in memory	152.4 B

Variable types

Categorical	1
Numeric	18

Alerts

`ANNUAL` is highly overall correlated with `AUG` and 2 other fields	High correlation
`APR` is highly overall correlated with `MAM`	High correlation
`AUG` is highly overall correlated with `ANNUAL` and 1 other fields	High correlation
`FEB` is highly overall correlated with `JF`	High correlation
`JAN` is highly overall correlated with `JF`	High correlation
`JF` is highly overall correlated with `FEB` and 1 other fields	High correlation
`JJAS` is highly overall correlated with `ANNUAL` and 2 other fields	High correlation
`JUL` is highly overall correlated with `ANNUAL` and 1 other fields	High correlation
`MAM` is highly overall correlated with `APR` and 1 other fields	High correlation
`MAY` is highly overall correlated with `MAM`	High correlation
`NOV` is highly overall correlated with `OND`	High correlation
`OCT` is highly overall correlated with `OND`	High correlation
`OND` is highly overall correlated with `NOV` and 1 other fields	High correlation
`SUBDIVISION` is uniformly distributed	Uniform
`YEAR` is uniformly distributed	Uniform
`JAN` has 57 (16.2%) zeros	Zeros
`FEB` has 64 (18.2%) zeros	Zeros
`MAR` has 46 (13.1%) zeros	Zeros
`APR` has 21 (6.0%) zeros	Zeros
`MAY` has 5 (1.4%) zeros	Zeros
`OCT` has 7 (2.0%) zeros	Zeros
`NOV` has 79 (22.5%) zeros	Zeros
`DEC` has 94 (26.8%) zeros	Zeros
`JF` has 18 (5.1%) zeros	Zeros

Reproduction

Analysis started	2024-05-04 15:03:43.406597
Analysis finished	2024-05-04 15:04:42.341243
Duration	58.93 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

SUBDIVISION
Categorical

UNIFORM

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

West Madhya Pradesh	117
East Madhya Pradesh	117
Madhya Maharashtra	117

Length

Max length	19
Median length	19
Mean length	18.666667
Min length	18

Characters and Unicode

Total characters	6552
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	West Madhya Pradesh
2nd row	West Madhya Pradesh
3rd row	West Madhya Pradesh
4th row	West Madhya Pradesh
5th row	West Madhya Pradesh

Common Values

Value	Count	Frequency (%)
West Madhya Pradesh	117	33.3%
East Madhya Pradesh	117	33.3%
Madhya Maharashtra	117	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
madhya	351	37.5%
pradesh	234	25.0%
west	117	12.5%
east	117	12.5%
maharashtra	117	12.5%

Most occurring characters

Value	Count	Frequency (%)
a	1521	23.2%
h	819	12.5%
s	585	8.9%
	585	8.9%
d	585	8.9%
M	468	7.1%
r	468	7.1%
e	351	5.4%
t	351	5.4%
y	351	5.4%
Other values (3)	468	7.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6552	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1521	23.2%
h	819	12.5%
s	585	8.9%
	585	8.9%
d	585	8.9%
M	468	7.1%
r	468	7.1%
e	351	5.4%
t	351	5.4%
y	351	5.4%
Other values (3)	468	7.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6552	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1521	23.2%
h	819	12.5%
s	585	8.9%
	585	8.9%
d	585	8.9%
M	468	7.1%
r	468	7.1%
e	351	5.4%
t	351	5.4%
y	351	5.4%
Other values (3)	468	7.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6552	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1521	23.2%
h	819	12.5%
s	585	8.9%
	585	8.9%
d	585	8.9%
M	468	7.1%
r	468	7.1%
e	351	5.4%
t	351	5.4%
y	351	5.4%
Other values (3)	468	7.1%

YEAR
Real number (ℝ)

UNIFORM

Distinct	117
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1959

Minimum	1901
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	1901
5-th percentile	1906.5
Q1	1930
median	1959
Q3	1988
95-th percentile	2011.5
Maximum	2017
Range	116
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	33.821971
Coefficient of variation (CV)	0.017264916
Kurtosis	-1.2001581
Mean	1959
Median Absolute Deviation (MAD)	29
Skewness	0
Sum	687609
Variance	1143.9257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1901	3	0.9%
1975	3	0.9%
1987	3	0.9%
1986	3	0.9%
1985	3	0.9%
1984	3	0.9%
1983	3	0.9%
1982	3	0.9%
1981	3	0.9%
1980	3	0.9%
Other values (107)	321	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1901	3	0.9%
1902	3	0.9%
1903	3	0.9%
1904	3	0.9%
1905	3	0.9%
1906	3	0.9%
1907	3	0.9%
1908	3	0.9%
1909	3	0.9%
1910	3	0.9%

Value	Count	Frequency (%)
2017	3	0.9%
2016	3	0.9%
2015	3	0.9%
2014	3	0.9%
2013	3	0.9%
2012	3	0.9%
2011	3	0.9%
2010	3	0.9%
2009	3	0.9%
2008	3	0.9%

JAN
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	170
Distinct (%)	48.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.484046

Minimum	0
Maximum	120.7
Zeros	57
Zeros (%)	16.2%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.35
median	3.3
Q3	14.85
95-th percentile	42
Maximum	120.7
Range	120.7
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	16.246411
Coefficient of variation (CV)	1.5496318
Kurtosis	12.353613
Mean	10.484046
Median Absolute Deviation (MAD)	3.3
Skewness	2.9175963
Sum	3679.9
Variance	263.94586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57	16.2%
0.1	18	5.1%
0.2	10	2.8%
0.4	9	2.6%
2.1	6	1.7%
3.5	6	1.7%
2	5	1.4%
0.8	4	1.1%
1.2	4	1.1%
1	4	1.1%
Other values (160)	228	65.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	16.2%
0.1	18	5.1%
0.2	10	2.8%
0.3	3	0.9%
0.4	9	2.6%
0.5	1	0.3%
0.6	3	0.9%
0.7	4	1.1%
0.8	4	1.1%
0.9	2	0.6%

Value	Count	Frequency (%)
120.7	1	0.3%
115.6	1	0.3%
86	1	0.3%
70.9	1	0.3%
66.1	1	0.3%
60.6	1	0.3%
54.1	1	0.3%
53.7	1	0.3%
52.3	1	0.3%
50.5	1	0.3%

FEB
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	150
Distinct (%)	42.9%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	8.7122857

Minimum	0
Maximum	103.1
Zeros	64
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2
median	2.3
Q3	10.675
95-th percentile	37.875
Maximum	103.1
Range	103.1
Interquartile range (IQR)	10.475

Descriptive statistics

Standard deviation	14.93711
Coefficient of variation (CV)	1.714488
Kurtosis	11.392998
Mean	8.7122857
Median Absolute Deviation (MAD)	2.3
Skewness	2.9971495
Sum	3049.3
Variance	223.11724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64	18.2%
0.1	18	5.1%
0.2	15	4.3%
0.7	8	2.3%
0.4	8	2.3%
0.6	8	2.3%
0.8	7	2.0%
1.7	6	1.7%
0.5	5	1.4%
1.8	4	1.1%
Other values (140)	207	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	18.2%
0.1	18	5.1%
0.2	15	4.3%
0.3	4	1.1%
0.4	8	2.3%
0.5	5	1.4%
0.6	8	2.3%
0.7	8	2.3%
0.8	7	2.0%
0.9	4	1.1%

Value	Count	Frequency (%)
103.1	1	0.3%
99	1	0.3%
79.8	1	0.3%
73.6	1	0.3%
68.4	1	0.3%
59.7	1	0.3%
59.6	1	0.3%
58.4	1	0.3%
52.8	1	0.3%
49.7	1	0.3%

MAR
Real number (ℝ)

ZEROS

Distinct	146
Distinct (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4296296

Minimum	0
Maximum	87.3
Zeros	46
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.3
median	2.2
Q3	8.6
95-th percentile	34.2
Maximum	87.3
Range	87.3
Interquartile range (IQR)	8.3

Descriptive statistics

Standard deviation	12.546705
Coefficient of variation (CV)	1.688739
Kurtosis	10.163514
Mean	7.4296296
Median Absolute Deviation (MAD)	2.2
Skewness	2.9294379
Sum	2607.8
Variance	157.41981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	13.1%
0.1	23	6.6%
0.3	12	3.4%
0.2	11	3.1%
0.6	10	2.8%
0.5	8	2.3%
2.2	8	2.3%
1.5	8	2.3%
2.5	6	1.7%
0.4	6	1.7%
Other values (136)	213	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	13.1%
0.1	23	6.6%
0.2	11	3.1%
0.3	12	3.4%
0.4	6	1.7%
0.5	8	2.3%
0.6	10	2.8%
0.7	5	1.4%
0.8	3	0.9%
0.9	3	0.9%

Value	Count	Frequency (%)
87.3	1	0.3%
73.4	1	0.3%
63.8	1	0.3%
56.1	1	0.3%
53.5	1	0.3%
53.3	1	0.3%
52.6	1	0.3%
50.3	1	0.3%
49.2	1	0.3%
48.2	1	0.3%

APR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	141
Distinct (%)	40.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1376068

Minimum	0
Maximum	72.4
Zeros	21
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.9
median	3.1
Q3	7.75
95-th percentile	22.25
Maximum	72.4
Range	72.4
Interquartile range (IQR)	6.85

Descriptive statistics

Standard deviation	8.7764333
Coefficient of variation (CV)	1.4299439
Kurtosis	14.635203
Mean	6.1376068
Median Absolute Deviation (MAD)	2.7
Skewness	3.2173073
Sum	2154.3
Variance	77.025782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	6.0%
0.1	18	5.1%
0.2	16	4.6%
1	9	2.6%
1.7	8	2.3%
1.4	8	2.3%
0.4	7	2.0%
2.5	7	2.0%
3	6	1.7%
0.7	6	1.7%
Other values (131)	245	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	6.0%
0.1	18	5.1%
0.2	16	4.6%
0.3	4	1.1%
0.4	7	2.0%
0.5	4	1.1%
0.6	5	1.4%
0.7	6	1.7%
0.8	5	1.4%
0.9	3	0.9%

Value	Count	Frequency (%)
72.4	1	0.3%
54.5	1	0.3%
47.7	1	0.3%
43.5	1	0.3%
41	1	0.3%
37.1	1	0.3%
36.6	1	0.3%
31.3	1	0.3%
31	1	0.3%
30.5	1	0.3%

MAY
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	202
Distinct (%)	57.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.268946

Minimum	0
Maximum	104.2
Zeros	5
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.45
Q1	2.5
median	6.9
Q3	17.8
95-th percentile	49.05
Maximum	104.2
Range	104.2
Interquartile range (IQR)	15.3

Descriptive statistics

Standard deviation	17.116319
Coefficient of variation (CV)	1.2899532
Kurtosis	6.5608409
Mean	13.268946
Median Absolute Deviation (MAD)	5.3
Skewness	2.3792114
Sum	4657.4
Variance	292.96838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.5	7	2.0%
0.9	6	1.7%
1.4	6	1.7%
1.3	6	1.7%
1.1	5	1.4%
7.7	5	1.4%
0.6	5	1.4%
2	5	1.4%
2.9	5	1.4%
0	5	1.4%
Other values (192)	296	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	1.4%
0.1	2	0.6%
0.2	4	1.1%
0.3	4	1.1%
0.4	3	0.9%
0.5	2	0.6%
0.6	5	1.4%
0.7	4	1.1%
0.8	4	1.1%
0.9	6	1.7%

Value	Count	Frequency (%)
104.2	1	0.3%
91.2	1	0.3%
90.5	1	0.3%
81.5	1	0.3%
78.2	1	0.3%
77.2	1	0.3%
76.5	1	0.3%
74.2	1	0.3%
63.4	1	0.3%
63.2	1	0.3%

JUN
Real number (ℝ)

Distinct	331
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133.23732

Minimum	12.1
Maximum	356.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	12.1
5-th percentile	39.6
Q1	84.1
median	124.7
Q3	177.95
95-th percentile	256.15
Maximum	356.6
Range	344.5
Interquartile range (IQR)	93.85

Descriptive statistics

Standard deviation	67.08071
Coefficient of variation (CV)	0.50346787
Kurtosis	0.20008967
Mean	133.23732
Median Absolute Deviation (MAD)	46.3
Skewness	0.67599046
Sum	46766.3
Variance	4499.8217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.3	3	0.9%
254.4	2	0.6%
96.4	2	0.6%
124.7	2	0.6%
94.3	2	0.6%
34.4	2	0.6%
158.9	2	0.6%
91.4	2	0.6%
189.2	2	0.6%
163.9	2	0.6%
Other values (321)	330	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.1	1	0.3%
16.4	1	0.3%
21.9	1	0.3%
26.3	1	0.3%
27.2	1	0.3%
28	1	0.3%
30.6	1	0.3%
30.7	1	0.3%
31.1	1	0.3%
34.3	1	0.3%

Value	Count	Frequency (%)
356.6	1	0.3%
346	1	0.3%
332.5	1	0.3%
315.2	1	0.3%
311.9	1	0.3%
307.6	1	0.3%
306.3	1	0.3%
300.7	1	0.3%
293.8	1	0.3%
286	1	0.3%

JUL
Real number (ℝ)

HIGH CORRELATION

Distinct	335
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	308.87863

Minimum	46.9
Maximum	624.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	46.9
5-th percentile	152.4
Q1	231.15
median	303.3
Q3	369.7
95-th percentile	516.4
Maximum	624.4
Range	577.5
Interquartile range (IQR)	138.55

Descriptive statistics

Standard deviation	106.65264
Coefficient of variation (CV)	0.34528979
Kurtosis	0.092160344
Mean	308.87863
Median Absolute Deviation (MAD)	68.7
Skewness	0.45817231
Sum	108416.4
Variance	11374.785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
262.5	3	0.9%
318.7	3	0.9%
290	2	0.6%
238.9	2	0.6%
327.2	2	0.6%
361.2	2	0.6%
261.4	2	0.6%
411.9	2	0.6%
215.9	2	0.6%
376.3	2	0.6%
Other values (325)	329	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46.9	1	0.3%
68.4	1	0.3%
84.7	1	0.3%
95.6	1	0.3%
97.7	1	0.3%
111.1	1	0.3%
111.7	1	0.3%
113.9	1	0.3%
120.6	1	0.3%
124.2	1	0.3%

Value	Count	Frequency (%)
624.4	1	0.3%
605.6	1	0.3%
597.9	1	0.3%
597.2	1	0.3%
575	1	0.3%
561.6	1	0.3%
558	1	0.3%
553.4	1	0.3%
553.1	1	0.3%
552.2	1	0.3%

AUG
Real number (ℝ)

HIGH CORRELATION

Distinct	334
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	280.4849

Minimum	59.5
Maximum	713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	59.5
5-th percentile	105
Q1	189.4
median	262
Q3	362.65
95-th percentile	489.95
Maximum	713
Range	653.5
Interquartile range (IQR)	173.25

Descriptive statistics

Standard deviation	119.38112
Coefficient of variation (CV)	0.42562405
Kurtosis	0.14186656
Mean	280.4849
Median Absolute Deviation (MAD)	82.9
Skewness	0.5828106
Sum	98450.2
Variance	14251.852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
369.5	2	0.6%
281.3	2	0.6%
358.9	2	0.6%
220.6	2	0.6%
415.2	2	0.6%
379.5	2	0.6%
270.2	2	0.6%
179.1	2	0.6%
480.8	2	0.6%
243.9	2	0.6%
Other values (324)	331	94.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
59.5	1	0.3%
63.6	1	0.3%
67.2	1	0.3%
73.7	1	0.3%
79	1	0.3%
79.4	1	0.3%
80	1	0.3%
80.9	1	0.3%
82.7	1	0.3%
85.4	2	0.6%

Value	Count	Frequency (%)
713	1	0.3%
676.3	1	0.3%
590.3	1	0.3%
589.2	1	0.3%
588.6	1	0.3%
585.4	1	0.3%
568.5	1	0.3%
555.7	1	0.3%
551.4	1	0.3%
545.1	1	0.3%

SEP
Real number (ℝ)

Distinct	328
Distinct (%)	93.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	170.51254

Minimum	17.3
Maximum	559.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	17.3
5-th percentile	50.8
Q1	104.4
median	162
Q3	222.25
95-th percentile	318.7
Maximum	559.4
Range	542.1
Interquartile range (IQR)	117.85

Descriptive statistics

Standard deviation	89.055757
Coefficient of variation (CV)	0.52228276
Kurtosis	2.2627136
Mean	170.51254
Median Absolute Deviation (MAD)	59.1
Skewness	1.0710177
Sum	59849.9
Variance	7930.9278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
139.6	3	0.9%
74.1	2	0.6%
162.6	2	0.6%
217	2	0.6%
63.1	2	0.6%
169.5	2	0.6%
88.8	2	0.6%
226	2	0.6%
242.8	2	0.6%
63.5	2	0.6%
Other values (318)	330	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.3	1	0.3%
20.1	1	0.3%
25.1	1	0.3%
27.5	1	0.3%
29.9	1	0.3%
31.6	1	0.3%
33.4	1	0.3%
34.7	1	0.3%
34.9	1	0.3%
35.8	1	0.3%

Value	Count	Frequency (%)
559.4	1	0.3%
538.7	1	0.3%
522.7	1	0.3%
493.3	1	0.3%
480.1	1	0.3%
417	1	0.3%
415.9	1	0.3%
396.4	1	0.3%
395.1	1	0.3%
358.4	1	0.3%

OCT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	288
Distinct (%)	82.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.992593

Minimum	0
Maximum	196
Zeros	7
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.55
Q1	8.2
median	33.9
Q3	66.75
95-th percentile	140.4
Maximum	196
Range	196
Interquartile range (IQR)	58.55

Descriptive statistics

Standard deviation	44.802421
Coefficient of variation (CV)	0.97412253
Kurtosis	0.82799586
Mean	45.992593
Median Absolute Deviation (MAD)	27.8
Skewness	1.1694876
Sum	16143.4
Variance	2007.2569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	2.0%
0.9	4	1.1%
1.2	4	1.1%
5.9	4	1.1%
1.4	3	0.9%
2.9	3	0.9%
0.6	3	0.9%
0.1	3	0.9%
0.2	3	0.9%
12.5	3	0.9%
Other values (278)	314	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	2.0%
0.1	3	0.9%
0.2	3	0.9%
0.3	2	0.6%
0.4	1	0.3%
0.5	2	0.6%
0.6	3	0.9%
0.7	1	0.3%
0.9	4	1.1%
1	1	0.3%

Value	Count	Frequency (%)
196	1	0.3%
192.8	1	0.3%
180.9	1	0.3%
177.9	1	0.3%
177.6	1	0.3%
177.4	1	0.3%
171.3	1	0.3%
169.5	1	0.3%
162.5	1	0.3%
159	1	0.3%

NOV
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	182
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.727066

Minimum	0
Maximum	152.8
Zeros	79
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.15
median	3.8
Q3	21.95
95-th percentile	78.45
Maximum	152.8
Range	152.8
Interquartile range (IQR)	21.8

Descriptive statistics

Standard deviation	27.910962
Coefficient of variation (CV)	1.6686108
Kurtosis	5.7170717
Mean	16.727066
Median Absolute Deviation (MAD)	3.8
Skewness	2.3633435
Sum	5871.2
Variance	779.02181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79	22.5%
0.2	9	2.6%
0.3	9	2.6%
0.1	9	2.6%
0.4	5	1.4%
1.1	5	1.4%
1.2	4	1.1%
1.3	4	1.1%
2.2	4	1.1%
3.1	3	0.9%
Other values (172)	220	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	79	22.5%
0.1	9	2.6%
0.2	9	2.6%
0.3	9	2.6%
0.4	5	1.4%
0.5	2	0.6%
0.6	3	0.9%
0.7	2	0.6%
0.8	1	0.3%
0.9	1	0.3%

Value	Count	Frequency (%)
152.8	1	0.3%
141.1	1	0.3%
137.1	1	0.3%
130.4	1	0.3%
121.3	1	0.3%
117.9	1	0.3%
112.1	1	0.3%
108.9	1	0.3%
104.1	1	0.3%
103.8	1	0.3%

DEC
Real number (ℝ)

ZEROS

Distinct	124
Distinct (%)	35.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7555556

Minimum	0
Maximum	102.6
Zeros	94
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	6.2
95-th percentile	33.8
Maximum	102.6
Range	102.6
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	13.891978
Coefficient of variation (CV)	2.0563783
Kurtosis	17.37607
Mean	6.7555556
Median Absolute Deviation (MAD)	1.5
Skewness	3.7834371
Sum	2371.2
Variance	192.98705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	94	26.8%
0.1	15	4.3%
0.9	9	2.6%
0.8	8	2.3%
0.3	7	2.0%
2.2	7	2.0%
0.4	7	2.0%
1.5	7	2.0%
1.6	5	1.4%
1.2	5	1.4%
Other values (114)	187	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	94	26.8%
0.1	15	4.3%
0.2	5	1.4%
0.3	7	2.0%
0.4	7	2.0%
0.5	5	1.4%
0.6	5	1.4%
0.7	1	0.3%
0.8	8	2.3%
0.9	9	2.6%

Value	Count	Frequency (%)
102.6	1	0.3%
93.9	1	0.3%
86	1	0.3%
82.5	1	0.3%
62.9	1	0.3%
58.6	1	0.3%
53.5	1	0.3%
51.9	1	0.3%
51	1	0.3%
48.8	1	0.3%

ANNUAL
Real number (ℝ)

HIGH CORRELATION

Distinct	345
Distinct (%)	98.6%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	1009.7329

Minimum	438
Maximum	1747.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	438
5-th percentile	681.98
Q1	837.45
median	975.9
Q3	1150.25
95-th percentile	1432.305
Maximum	1747.1
Range	1309.1
Interquartile range (IQR)	312.8

Descriptive statistics

Standard deviation	234.43961
Coefficient of variation (CV)	0.23217983
Kurtosis	-0.07054091
Mean	1009.7329
Median Absolute Deviation (MAD)	151.15
Skewness	0.50207288
Sum	353406.5
Variance	54961.929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1118.9	2	0.6%
769	2	0.6%
1342.2	2	0.6%
1064.7	2	0.6%
1443.9	2	0.6%
718.2	1	0.3%
537.8	1	0.3%
603.5	1	0.3%
837.9	1	0.3%
784	1	0.3%
Other values (335)	335	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
438	1	0.3%
509.4	1	0.3%
519.9	1	0.3%
537.8	1	0.3%
544.3	1	0.3%
594.7	1	0.3%
600.3	1	0.3%
603.5	1	0.3%
644.1	1	0.3%
644.5	1	0.3%

Value	Count	Frequency (%)
1747.1	1	0.3%
1726.8	1	0.3%
1639.3	1	0.3%
1598.8	1	0.3%
1533.7	1	0.3%
1521.9	1	0.3%
1518.7	1	0.3%
1515.8	1	0.3%
1508.4	1	0.3%
1504.2	1	0.3%

JF
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	220
Distinct (%)	62.9%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	19.229429

Minimum	0
Maximum	150.3
Zeros	18
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.045
Q1	2.6
median	9.45
Q3	27.625
95-th percentile	67.24
Maximum	150.3
Range	150.3
Interquartile range (IQR)	25.025

Descriptive statistics

Standard deviation	24.292817
Coefficient of variation (CV)	1.2633145
Kurtosis	5.1481997
Mean	19.229429
Median Absolute Deviation (MAD)	9.05
Skewness	2.0829515
Sum	6730.3
Variance	590.14094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18	5.1%
0.1	13	3.7%
0.2	10	2.8%
5.3	5	1.4%
1.7	5	1.4%
1.6	4	1.1%
5.5	4	1.1%
1.5	4	1.1%
3	4	1.1%
0.4	4	1.1%
Other values (210)	279	79.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	5.1%
0.1	13	3.7%
0.2	10	2.8%
0.3	3	0.9%
0.4	4	1.1%
0.5	3	0.9%
0.7	1	0.3%
0.8	1	0.3%
1	2	0.6%
1.1	1	0.3%

Value	Count	Frequency (%)
150.3	1	0.3%
120.6	1	0.3%
117.4	1	0.3%
110.6	1	0.3%
110.1	1	0.3%
99.4	1	0.3%
97.9	1	0.3%
95.8	1	0.3%
93	1	0.3%
91.3	1	0.3%

MAM
Real number (ℝ)

HIGH CORRELATION

Distinct	273
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.840456

Minimum	0
Maximum	122.5
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	9
median	19.8
Q3	36.2
95-th percentile	77.45
Maximum	122.5
Range	122.5
Interquartile range (IQR)	27.2

Descriptive statistics

Standard deviation	23.690063
Coefficient of variation (CV)	0.88262522
Kurtosis	2.2840618
Mean	26.840456
Median Absolute Deviation (MAD)	12
Skewness	1.5220854
Sum	9421
Variance	561.2191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.8	4	1.1%
4.2	3	0.9%
8.2	3	0.9%
5.3	3	0.9%
4	3	0.9%
11.3	3	0.9%
31.8	3	0.9%
12.4	3	0.9%
6.9	3	0.9%
8.9	3	0.9%
Other values (263)	320	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
0.1	1	0.3%
0.6	1	0.3%
1.1	1	0.3%
1.3	1	0.3%
1.4	2	0.6%
1.6	1	0.3%
2	1	0.3%
2.1	1	0.3%
2.3	2	0.6%

Value	Count	Frequency (%)
122.5	1	0.3%
121.2	1	0.3%
114.5	1	0.3%
105.5	1	0.3%
103.6	1	0.3%
99.7	1	0.3%
97.2	1	0.3%
95	1	0.3%
94	1	0.3%
88.4	1	0.3%

JJAS
Real number (ℝ)

HIGH CORRELATION

Distinct	346
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	893.11595

Minimum	287.6
Maximum	1477.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	287.6
5-th percentile	586.6
Q1	735
median	863.4
Q3	1041.5
95-th percentile	1293.1
Maximum	1477.5
Range	1189.9
Interquartile range (IQR)	306.5

Descriptive statistics

Standard deviation	220.15977
Coefficient of variation (CV)	0.24650749
Kurtosis	-0.30537802
Mean	893.11595
Median Absolute Deviation (MAD)	148.4
Skewness	0.40537877
Sum	313483.7
Variance	48470.326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1039.6	2	0.6%
714.2	2	0.6%
803.1	2	0.6%
953	2	0.6%
737.7	2	0.6%
667.9	1	0.3%
745.1	1	0.3%
483.6	1	0.3%
665.9	1	0.3%
597.5	1	0.3%
Other values (336)	336	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
287.6	1	0.3%
449.5	1	0.3%
457.6	1	0.3%
472.8	1	0.3%
478.1	1	0.3%
483.6	1	0.3%
502.5	1	0.3%
514.5	1	0.3%
516.8	1	0.3%
539.6	1	0.3%

Value	Count	Frequency (%)
1477.5	1	0.3%
1457.3	1	0.3%
1453.7	1	0.3%
1443.6	1	0.3%
1432.4	1	0.3%
1391.4	1	0.3%
1363.6	1	0.3%
1362.8	1	0.3%
1362.5	1	0.3%
1350.3	1	0.3%

OND
Real number (ℝ)

HIGH CORRELATION

Distinct	321
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.476068

Minimum	0
Maximum	276.3
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4.25
Q1	25.65
median	58.2
Q3	103
95-th percentile	177.1
Maximum	276.3
Range	276.3
Interquartile range (IQR)	77.35

Descriptive statistics

Standard deviation	55.053905
Coefficient of variation (CV)	0.79241538
Kurtosis	0.48078651
Mean	69.476068
Median Absolute Deviation (MAD)	36.2
Skewness	0.97164353
Sum	24386.1
Variance	3030.9325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.6	3	0.9%
7.9	2	0.6%
37.8	2	0.6%
126.4	2	0.6%
50.2	2	0.6%
87.9	2	0.6%
14.5	2	0.6%
85.6	2	0.6%
58.2	2	0.6%
73.5	2	0.6%
Other values (311)	330	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
0.1	1	0.3%
0.2	1	0.3%
0.3	1	0.3%
0.9	2	0.6%
1.1	1	0.3%
1.3	1	0.3%
1.4	1	0.3%
1.8	1	0.3%
2.1	1	0.3%

Value	Count	Frequency (%)
276.3	1	0.3%
240.6	1	0.3%
239.2	1	0.3%
237.7	1	0.3%
221.8	1	0.3%
206.7	1	0.3%
206	1	0.3%
203.8	1	0.3%
203	1	0.3%
202.6	1	0.3%

Auto

Heatmap
Table

	ANNUAL	APR	AUG	DEC	FEB	JAN	JF	JJAS	JUL	JUN	MAM	MAR	MAY	NOV	OCT	OND	SEP	SUBDIVISION	YEAR
ANNUAL	1.000	0.064	0.658	0.041	0.340	0.239	0.380	0.950	0.628	0.225	0.102	0.188	-0.066	-0.075	0.183	0.170	0.484	0.409	0.021
APR	0.064	1.000	-0.123	0.052	-0.059	0.011	-0.042	-0.030	0.052	0.132	0.521	0.125	0.194	0.081	0.224	0.208	-0.024	0.232	-0.085
AUG	0.658	-0.123	1.000	0.027	0.356	0.357	0.447	0.721	0.282	-0.037	-0.158	0.184	-0.308	-0.145	-0.126	-0.140	0.097	0.471	0.093
DEC	0.041	0.052	0.027	1.000	0.192	-0.006	0.072	0.014	0.151	-0.081	0.080	0.216	-0.092	0.197	-0.181	0.070	-0.101	0.032	-0.117
FEB	0.340	-0.059	0.356	0.192	1.000	0.338	0.763	0.356	0.299	-0.039	-0.051	0.318	-0.245	-0.189	-0.183	-0.188	0.047	0.346	-0.092
JAN	0.239	0.011	0.357	-0.006	0.338	1.000	0.802	0.259	0.211	-0.174	-0.059	0.194	-0.217	-0.195	-0.159	-0.186	0.037	0.276	-0.103
JF	0.380	-0.042	0.447	0.072	0.763	0.802	1.000	0.393	0.312	-0.099	-0.078	0.270	-0.277	-0.247	-0.177	-0.210	0.060	0.399	-0.137
JJAS	0.950	-0.030	0.721	0.014	0.356	0.259	0.393	1.000	0.658	0.193	-0.045	0.177	-0.205	-0.196	-0.013	-0.071	0.489	0.443	0.042
JUL	0.628	0.052	0.282	0.151	0.299	0.211	0.312	0.658	1.000	-0.106	0.009	0.173	-0.176	-0.216	-0.075	-0.116	0.138	0.326	-0.020
JUN	0.225	0.132	-0.037	-0.081	-0.039	-0.174	-0.099	0.193	-0.106	1.000	0.196	-0.035	0.229	0.071	0.133	0.172	-0.018	0.215	0.046
MAM	0.102	0.521	-0.158	0.080	-0.051	-0.059	-0.078	-0.045	0.009	0.196	1.000	0.443	0.695	0.080	0.242	0.240	-0.040	0.275	-0.170
MAR	0.188	0.125	0.184	0.216	0.318	0.194	0.270	0.177	0.173	-0.035	0.443	1.000	-0.031	-0.062	-0.097	-0.090	0.016	0.265	-0.020
MAY	-0.066	0.194	-0.308	-0.092	-0.245	-0.217	-0.277	-0.205	-0.176	0.229	0.695	-0.031	1.000	0.212	0.328	0.335	-0.043	0.252	-0.087
NOV	-0.075	0.081	-0.145	0.197	-0.189	-0.195	-0.247	-0.196	-0.216	0.071	0.080	-0.062	0.212	1.000	0.149	0.515	-0.055	0.202	-0.085
OCT	0.183	0.224	-0.126	-0.181	-0.183	-0.159	-0.177	-0.013	-0.075	0.133	0.242	-0.097	0.328	0.149	1.000	0.824	0.149	0.302	0.055
OND	0.170	0.208	-0.140	0.070	-0.188	-0.186	-0.210	-0.071	-0.116	0.172	0.240	-0.090	0.335	0.515	0.824	1.000	0.081	0.280	-0.037
SEP	0.484	-0.024	0.097	-0.101	0.047	0.037	0.060	0.489	0.138	-0.018	-0.040	0.016	-0.043	-0.055	0.149	0.081	1.000	0.172	-0.033
SUBDIVISION	0.409	0.232	0.471	0.032	0.346	0.276	0.399	0.443	0.326	0.215	0.275	0.265	0.252	0.202	0.302	0.280	0.172	1.000	0.000
YEAR	0.021	-0.085	0.093	-0.117	-0.092	-0.103	-0.137	0.042	-0.020	0.046	-0.170	-0.020	-0.087	-0.085	0.055	-0.037	-0.033	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	SUBDIVISION	YEAR	JAN	FEB	MAR	APR	MAY	JUN	JUL	AUG	SEP	OCT	NOV	DEC	ANNUAL	JF	MAM	JJAS	OND
0	West Madhya Pradesh	1901	25.8	5.8	5.8	2.8	2.1	41.2	228.9	349.9	47.9	5.6	0.0	2.4	718.2	31.6	10.7	667.9	7.9
1	West Madhya Pradesh	1902	22.1	8.4	0.0	2.0	5.9	35.9	401.9	179.4	194.1	37.9	10.0	14.2	911.7	30.5	8.0	811.2	62.0
2	West Madhya Pradesh	1903	5.3	0.0	0.0	0.0	22.3	50.6	304.9	261.1	250.2	55.1	0.0	0.0	949.6	5.3	22.3	866.8	55.1
3	West Madhya Pradesh	1904	3.2	15.5	14.8	0.0	12.0	96.6	273.0	218.6	125.9	3.3	1.8	9.6	774.4	18.7	26.9	714.1	14.7
4	West Madhya Pradesh	1905	3.5	4.4	1.1	0.8	3.0	36.1	326.3	137.6	183.5	0.3	0.0	0.0	696.5	7.9	4.9	683.5	0.3
5	West Madhya Pradesh	1906	0.0	11.0	6.8	0.0	0.5	180.0	344.5	198.6	266.2	1.5	0.2	0.9	1010.2	11.0	7.3	989.3	2.6
6	West Madhya Pradesh	1907	5.2	25.1	0.6	12.3	2.8	48.7	202.2	328.5	17.3	0.0	7.8	0.0	650.4	30.3	15.7	596.6	7.8
7	West Madhya Pradesh	1908	12.1	0.6	10.1	1.5	1.9	104.5	368.8	281.9	48.5	0.5	0.4	1.8	832.6	12.7	13.6	803.6	2.7
8	West Madhya Pradesh	1909	3.5	2.1	0.4	24.8	9.8	150.0	246.2	257.9	106.8	0.9	0.0	27.9	830.2	5.6	35.0	760.8	28.8
9	West Madhya Pradesh	1910	1.5	0.0	0.3	0.3	0.7	171.0	183.5	273.9	244.1	50.3	33.8	0.0	959.5	1.5	1.3	872.6	84.1

	SUBDIVISION	YEAR	JAN	FEB	MAR	APR	MAY	JUN	JUL	AUG	SEP	OCT	NOV	DEC	ANNUAL	JF	MAM	JJAS	OND
341	Madhya Maharashtra	2008	0.0	0.0	18.1	0.6	1.1	107.9	157.9	257.6	312.4	56.6	3.7	0.9	916.9	0.0	19.9	835.9	61.1
342	Madhya Maharashtra	2009	0.0	1.7	0.8	0.4	7.7	68.9	329.8	148.2	162.6	96.2	121.3	4.3	941.7	1.7	8.9	709.4	221.8
343	Madhya Maharashtra	2010	2.9	0.1	0.9	2.3	5.4	185.6	280.9	233.2	165.6	77.1	73.4	0.2	1027.5	3.0	8.6	865.3	150.6
344	Madhya Maharashtra	2011	0.0	0.3	0.3	5.0	2.9	133.3	261.4	238.1	148.4	62.8	0.0	0.0	852.6	0.3	8.2	781.3	62.8
345	Madhya Maharashtra	2012	0.0	0.0	0.0	3.0	1.4	67.9	203.0	187.8	129.5	95.2	2.2	0.0	689.8	0.0	4.4	588.1	97.3
346	Madhya Maharashtra	2013	0.1	5.3	0.8	5.7	6.0	212.4	311.8	147.0	210.3	57.8	4.0	1.3	962.4	5.3	12.4	881.5	63.1
347	Madhya Maharashtra	2014	3.1	6.2	24.4	7.5	29.8	44.0	277.9	240.3	120.4	38.5	32.8	13.1	838.0	9.3	61.7	682.6	84.4
348	Madhya Maharashtra	2015	1.4	0.8	41.2	9.6	24.4	177.0	111.7	67.2	146.6	48.3	16.2	0.1	644.5	2.2	75.3	502.5	64.5
349	Madhya Maharashtra	2016	0.0	0.7	7.1	1.4	7.7	100.7	319.6	232.7	171.9	62.4	1.1	0.9	906.3	0.7	16.2	824.9	64.4
350	Madhya Maharashtra	2017	0.0	0.0	0.4	0.8	18.0	189.2	280.9	192.0	190.1	112.8	5.0	5.1	994.4	0.0	19.2	852.3	122.9

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample